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##
## Attaching package: 'lubridate'## The following objects are masked from 'package:base':
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## date, intersect, setdiff, union## Loading required package: ggplot2##
## Attaching package: 'plotly'## The following object is masked from 'package:ggplot2':
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## last_plot## The following object is masked from 'package:stats':
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## filter## The following object is masked from 'package:graphics':
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## layout##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
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## filter, lag## The following objects are masked from 'package:base':
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## intersect, setdiff, setequal, uniondata <- read.csv("fake_healthcare_dataset.csv")print(data)## Name Healthcare_Code Appointment_Date Extra_Col_1 Extra_Col_2
## 1 Grace HC404 2026-04-26 wife oil
## 2 Charlie HC101 2026-01-30 help while
## 3 Julia HC404 2026-02-05 current suddenly
## 4 Bob HC707 2026-05-26 everyone challenge
## 5 Alice HC707 2026-05-06 while collection
## 6 Frank HC404 2025-10-30 low ball
## 7 Grace HC202 2025-08-31 now ok
## 8 Julia HC101 2025-12-20 car stuff
## 9 Charlie HC303 2025-08-22 friend machine
## 10 Isaac HC505 2026-06-15 agency provide
## 11 Isaac HC606 2026-04-10 see collection
## 12 Hannah HC101 2025-11-07 someone full
## 13 Bob HC202 2026-04-24 matter could
## 14 Charlie HC505 2025-10-07 well toward
## 15 Charlie HC606 2026-07-22 according deep
## 16 Frank HC202 2025-10-16 economic fine
## 17 Julia HC303 2026-01-07 sign worker
## 18 David HC505 2025-12-02 yeah seek
## 19 Frank HC202 2026-01-18 land go
## 20 Alice HC404 2025-09-26 industry our
## 21 Alice HC202 2025-12-31 somebody upon
## 22 Charlie HC404 2025-10-31 religious could
## 23 Hannah HC404 2025-08-20 outside court
## 24 Alice HC303 2025-08-15 party bill
## 25 Bob HC707 2026-02-20 face laugh
## 26 Grace HC404 2026-06-04 green degree
## 27 Hannah HC202 2026-01-07 agree beyond
## 28 Julia HC101 2025-10-24 particular service
## 29 Frank HC707 2025-09-26 magazine measure
## 30 David HC404 2025-08-20 follow husband
## 31 David HC101 2025-08-27 country catch
## 32 Julia HC303 2025-08-05 main begin
## 33 Frank HC202 2026-07-25 act success
## 34 Frank HC101 2025-10-03 local mouth
## 35 Hannah HC707 2026-01-24 true social
## 36 Eva HC303 2025-10-21 of this
## 37 Isaac HC303 2026-06-22 special next
## 38 Eva HC606 2025-09-11 several this
## 39 Bob HC404 2026-07-17 situation quality
## 40 David HC606 2025-10-31 really article
## 41 Julia HC101 2026-03-12 quickly piece
## 42 Bob HC505 2026-06-06 case thought
## 43 Julia HC101 2026-06-08 scene report
## 44 Bob HC101 2026-02-18 anyone item
## 45 David HC404 2026-07-13 product discuss
## 46 David HC606 2026-02-01 physical expect
## 47 Isaac HC101 2025-12-11 step part
## 48 Hannah HC707 2025-11-24 well argue
## 49 David HC707 2025-12-02 painting shoulder
## 50 Alice HC303 2026-01-21 this close
## 51 Eva HC303 2025-12-12 fall student
## 52 Grace HC303 2025-12-11 to argue
## 53 Frank HC707 2025-11-16 responsibility young
## 54 Eva HC707 2026-07-22 blood field
## 55 David HC707 2026-05-28 other better
## 56 Isaac HC303 2026-03-12 fill protect
## 57 Julia HC101 2026-06-01 race forget
## 58 Eva HC303 2026-02-01 less record
## 59 Eva HC404 2026-04-10 store future
## 60 Julia HC707 2026-07-08 exactly wind
## 61 Bob HC606 2026-05-15 inside reflect
## 62 Isaac HC707 2025-09-14 agree own
## 63 David HC404 2025-10-17 most drive
## 64 Hannah HC303 2026-03-30 true some
## 65 David HC505 2025-11-12 central doctor
## 66 Frank HC505 2025-08-04 star support
## 67 Charlie HC202 2026-01-24 once husband
## 68 Hannah HC505 2026-07-09 leg hand
## 69 Eva HC505 2025-10-05 until nor
## 70 Eva HC404 2026-04-23 another ever
## 71 Bob HC707 2026-05-31 cup major
## 72 Eva HC707 2026-05-28 beat brother
## 73 Bob HC707 2025-08-27 citizen likely
## 74 Julia HC404 2026-02-24 whole represent
## 75 Hannah HC505 2025-12-24 including citizen
## 76 Hannah HC707 2026-01-22 case simple
## 77 Hannah HC707 2026-06-30 research guy
## 78 Bob HC303 2026-02-09 over rock
## 79 Charlie HC404 2025-11-11 up mother
## 80 Hannah HC505 2026-03-05 oil lawyer
## 81 David HC101 2025-09-26 pattern present
## 82 Eva HC404 2025-12-28 carry foot
## 83 Isaac HC101 2025-12-20 key usually
## 84 Bob HC505 2025-10-13 coach few
## 85 Charlie HC303 2026-05-09 can item
## 86 Julia HC404 2026-03-31 during evening
## 87 Frank HC707 2026-07-14 program thought
## 88 Bob HC707 2025-08-06 attack citizen
## 89 Bob HC606 2026-06-14 value suffer
## 90 Charlie HC404 2026-04-29 eat difficult
## 91 Hannah HC707 2025-12-29 hour over
## 92 David HC707 2026-06-04 security watch
## 93 Frank HC505 2025-12-27 detail what
## 94 David HC606 2025-12-14 maybe hard
## 95 Frank HC202 2025-09-10 big window
## 96 Frank HC606 2025-11-22 increase bring
## 97 Julia HC505 2025-08-23 respond house
## 98 Isaac HC303 2026-05-01 nothing political
## 99 Frank HC707 2026-06-20 simply show
## 100 Eva HC101 2026-07-18 evidence animal
## 101 Alice HC303 2026-05-21 itself factor
## 102 Bob HC202 2026-06-28 sort cold
## 103 Alice HC404 2026-07-23 worker modern
## 104 Eva HC606 2025-09-21 customer recent
## 105 Grace HC202 2025-11-03 unit raise
## 106 Isaac HC707 2026-04-03 customer stay
## 107 Isaac HC404 2026-05-28 her a
## 108 Julia HC101 2025-12-13 up himself
## 109 Bob HC101 2025-09-16 despite find
## 110 Bob HC404 2025-09-15 of fire
## 111 Hannah HC303 2026-03-10 seven development
## 112 Julia HC303 2026-01-12 guy interesting
## 113 Bob HC303 2025-12-06 I practice
## 114 Julia HC505 2025-12-21 require report
## 115 Bob HC707 2026-02-27 sport best
## 116 Eva HC707 2025-10-18 son else
## 117 Eva HC707 2026-07-22 certainly research
## 118 David HC505 2026-01-15 human capital
## 119 Grace HC101 2025-10-07 first pass
## 120 Alice HC303 2025-11-05 team staff
## 121 Grace HC505 2026-03-28 tax expert
## 122 Alice HC303 2025-12-06 manage what
## 123 Eva HC303 2026-06-15 never various
## 124 Bob HC505 2026-03-22 tree him
## 125 Bob HC505 2025-09-06 speak small
## 126 Julia HC202 2026-06-28 money sense
## 127 Julia HC202 2026-06-13 reach media
## 128 Isaac HC707 2026-04-25 meeting bed
## 129 Grace HC404 2026-01-02 consider as
## 130 Frank HC303 2026-05-08 effect wear
## 131 Bob HC404 2026-06-17 shoulder sister
## 132 David HC707 2026-03-03 whose available
## 133 Grace HC202 2025-11-21 ten system
## 134 David HC606 2025-11-01 product member
## 135 Julia HC707 2026-07-22 crime better
## 136 Charlie HC606 2025-12-03 race office
## 137 Alice HC505 2026-02-04 rule politics
## 138 Eva HC101 2026-05-02 cell market
## 139 Charlie HC101 2026-01-10 put message
## 140 Frank HC404 2025-12-22 across box
## 141 Julia HC606 2026-01-08 should son
## 142 Hannah HC606 2026-04-16 resource past
## 143 Julia HC505 2026-03-06 seek return
## 144 Bob HC707 2025-09-26 whether image
## 145 Isaac HC202 2026-02-13 accept chance
## 146 Hannah HC505 2026-04-14 degree car
## 147 Julia HC101 2026-05-07 will go
## 148 Julia HC606 2026-01-30 every would
## 149 Frank HC404 2025-09-27 area magazine
## 150 Eva HC404 2026-01-25 task alone
## 151 Alice HC404 2025-10-01 example themselves
## 152 Grace HC606 2026-02-23 with that
## 153 Bob HC404 2026-02-05 team dark
## 154 Charlie HC707 2025-11-18 program almost
## 155 Alice HC202 2025-09-29 firm research
## 156 Hannah HC404 2025-11-04 century film
## 157 Frank HC202 2026-07-06 start hope
## 158 Julia HC606 2026-03-04 music so
## 159 Julia HC505 2026-07-03 public realize
## 160 Alice HC303 2026-01-15 forward American
## 161 Julia HC707 2026-03-21 everyone will
## 162 Grace HC707 2025-12-01 join computer
## 163 Julia HC404 2026-02-08 collection debate
## 164 Charlie HC404 2025-12-15 season open
## 165 Julia HC606 2026-03-26 discuss represent
## 166 Frank HC404 2025-09-15 or fill
## 167 Alice HC606 2025-10-06 soon hundred
## 168 Hannah HC707 2025-08-19 expert early
## 169 Frank HC606 2026-07-11 police author
## 170 Hannah HC505 2026-02-08 animal view
## 171 Isaac HC707 2026-02-10 hit authority
## 172 Grace HC202 2026-07-14 thought ahead
## 173 Isaac HC505 2025-12-25 certainly again
## 174 Eva HC303 2026-03-18 program friend
## 175 Charlie HC404 2026-05-16 catch person
## 176 Eva HC404 2026-02-02 decision question
## 177 Isaac HC202 2026-03-16 though benefit
## 178 Bob HC505 2026-03-24 human pay
## 179 Isaac HC404 2026-03-07 certain board
## 180 Eva HC505 2025-08-09 claim Republican
## 181 Alice HC505 2026-03-09 organization gun
## 182 David HC202 2026-03-11 process white
## 183 Isaac HC303 2025-11-16 television pattern
## 184 Bob HC606 2026-06-08 something ever
## 185 Charlie HC707 2025-12-01 fire TV
## 186 Frank HC303 2025-09-13 season interest
## 187 Isaac HC202 2026-03-12 bring two
## 188 Grace HC101 2026-04-07 either some
## 189 Charlie HC404 2026-03-16 fear day
## 190 David HC505 2026-06-27 remain usually
## 191 Bob HC404 2026-03-05 computer light
## 192 Isaac HC505 2026-02-28 traditional wind
## 193 Bob HC202 2026-01-09 painting rich
## 194 Eva HC606 2026-02-13 trip follow
## 195 Bob HC303 2025-11-12 important down
## 196 Alice HC101 2025-08-03 red bit
## 197 Bob HC202 2025-08-03 teach happen
## 198 Charlie HC505 2025-12-16 every quite
## 199 Bob HC606 2026-04-26 plan region
## 200 Charlie HC404 2026-07-15 go try
## 201 Alice HC707 2025-08-05 chair loss
## 202 Eva HC202 2025-10-17 section several
## 203 Julia HC606 2025-12-26 something memory
## 204 Grace HC606 2025-12-08 peace part
## 205 Isaac HC202 2026-04-12 collection development
## 206 Frank HC101 2025-11-07 but good
## 207 Bob HC505 2026-04-07 none thought
## 208 Grace HC202 2025-08-05 arrive in
## 209 Isaac HC404 2026-02-18 discuss activity
## 210 Bob HC404 2026-03-16 stock bank
## 211 Eva HC303 2026-03-02 any store
## 212 Alice HC707 2025-11-27 design over
## 213 Charlie HC202 2026-07-06 cut the
## 214 Isaac HC404 2025-12-24 discussion exist
## 215 Isaac HC202 2025-10-21 both science
## 216 Frank HC606 2026-04-15 ready shoulder
## 217 Hannah HC505 2026-05-17 director region
## 218 Julia HC404 2025-12-01 section teach
## 219 Alice HC202 2026-05-29 fact this
## 220 Isaac HC101 2026-01-07 likely live
## 221 Bob HC707 2026-04-29 end large
## 222 Bob HC404 2025-09-03 bit out
## 223 Isaac HC606 2025-11-15 enough accept
## 224 Alice HC505 2026-01-25 rule not
## 225 Isaac HC606 2025-10-04 note international
## 226 Grace HC606 2026-05-16 impact ability
## 227 Charlie HC101 2025-11-30 you between
## 228 Hannah HC404 2025-08-29 else lay
## 229 David HC707 2026-03-16 arm century
## 230 Frank HC606 2026-05-01 list he
## 231 Grace HC303 2025-12-08 product people
## 232 Bob HC101 2026-02-23 list home
## 233 Hannah HC404 2026-04-11 through one
## 234 Frank HC202 2025-11-27 recently identify
## 235 Grace HC303 2026-03-28 hard article
## 236 Frank HC404 2025-08-31 before class
## 237 Julia HC707 2026-01-03 during wait
## 238 Hannah HC202 2026-06-19 ball own
## 239 Julia HC404 2025-12-10 group wide
## 240 Julia HC606 2025-08-16 those place
## 241 Eva HC303 2026-02-28 decision PM
## 242 Bob HC303 2026-02-10 how black
## 243 Bob HC707 2026-03-21 quite response
## 244 Eva HC606 2026-04-24 perform us
## 245 Alice HC202 2025-12-10 especially throw
## 246 Bob HC404 2025-12-04 decide gas
## 247 Eva HC101 2025-08-26 knowledge for
## 248 Frank HC404 2025-11-17 sound role
## 249 Isaac HC606 2026-05-25 health security
## 250 Julia HC303 2026-06-12 both specific
## 251 Julia HC707 2026-01-27 within approach
## 252 Bob HC505 2026-05-20 note protect
## 253 Charlie HC404 2026-02-09 though poor
## 254 Eva HC303 2026-03-27 network under
## 255 Eva HC404 2025-12-27 discuss power
## 256 Frank HC505 2026-04-05 the sure
## 257 Frank HC707 2026-06-16 American experience
## 258 Grace HC202 2026-01-12 imagine mind
## 259 David HC606 2025-11-16 at well
## 260 Julia HC202 2026-02-15 economy technology
## 261 Alice HC404 2026-04-10 last true
## 262 Eva HC606 2026-02-24 some less
## 263 Eva HC707 2026-05-03 surface example
## 264 Grace HC303 2025-08-16 official hear
## 265 Julia HC404 2025-08-18 million decide
## 266 Julia HC404 2025-11-07 walk former
## 267 Bob HC303 2026-07-13 accept end
## 268 Frank HC707 2025-10-21 author bad
## 269 Frank HC202 2026-02-02 education wrong
## 270 Alice HC707 2025-10-07 gun answer
## 271 Bob HC505 2026-05-09 reality worker
## 272 Bob HC505 2026-01-26 book yourself
## 273 Alice HC606 2025-09-20 author time
## 274 Isaac HC404 2026-02-12 land affect
## 275 Charlie HC303 2026-03-11 relationship can
## 276 Hannah HC505 2025-09-26 staff throughout
## 277 Alice HC505 2025-09-16 too game
## 278 Grace HC101 2026-03-25 full view
## 279 Frank HC101 2026-07-22 will land
## 280 Julia HC303 2026-05-23 responsibility represent
## 281 Isaac HC101 2025-12-25 process sell
## 282 Bob HC505 2026-01-21 wife Congress
## 283 Frank HC101 2025-11-21 interview cover
## 284 Frank HC303 2025-08-06 if official
## 285 David HC101 2026-03-05 hard possible
## 286 Isaac HC606 2026-06-15 difference involve
## 287 Eva HC101 2026-03-13 guess final
## 288 David HC707 2026-06-18 realize letter
## 289 Bob HC202 2026-01-07 at discover
## 290 Alice HC505 2026-04-29 five manage
## 291 Grace HC202 2025-08-03 report practice
## 292 Isaac HC202 2026-02-09 director accept
## 293 Charlie HC404 2026-04-04 garden energy
## 294 Charlie HC202 2026-05-17 also manager
## 295 Eva HC101 2026-01-05 short garden
## 296 Hannah HC404 2026-02-16 term from
## 297 Frank HC101 2025-08-11 task successful
## 298 Bob HC404 2026-07-06 list travel
## 299 Isaac HC202 2026-04-11 discover measure
## 300 Grace HC505 2026-05-25 finish while
## 301 Hannah HC707 2025-11-07 table important
## 302 Alice HC505 2025-12-05 walk social
## 303 David HC404 2025-12-31 military recently
## 304 Eva HC101 2025-09-21 focus artist
## 305 Grace HC202 2025-09-04 down radio
## 306 Hannah HC303 2026-04-11 area attack
## 307 Eva HC101 2025-10-17 similar act
## 308 David HC707 2025-08-01 available option
## 309 David HC202 2026-05-26 poor other
## 310 Hannah HC606 2026-06-09 condition change
## 311 David HC606 2026-03-30 power next
## 312 Grace HC606 2025-08-22 her my
## 313 Grace HC101 2026-04-13 pressure prepare
## 314 Frank HC303 2026-07-03 law grow
## 315 Grace HC404 2026-07-22 three ever
## 316 David HC707 2026-06-27 life believe
## 317 Julia HC404 2025-12-12 short source
## 318 Isaac HC707 2026-07-12 body boy
## 319 Bob HC606 2025-11-30 particularly against
## 320 Julia HC505 2026-06-05 interview fine
## 321 Alice HC101 2026-01-03 material dark
## 322 Alice HC303 2026-06-08 collection trouble
## 323 Hannah HC202 2026-05-23 available amount
## 324 Hannah HC606 2026-03-12 either Mrs
## 325 Charlie HC404 2026-03-27 particular foreign
## 326 Hannah HC303 2026-07-07 need forward
## 327 Alice HC303 2025-11-06 home south
## 328 Julia HC606 2026-07-25 reach minute
## 329 Julia HC404 2026-02-06 be shoulder
## 330 Grace HC101 2025-10-09 meet three
## 331 Grace HC404 2026-02-09 south help
## 332 Frank HC707 2026-07-28 ago clear
## 333 Bob HC404 2025-08-13 according down
## 334 Alice HC505 2026-02-23 traditional fall
## 335 Bob HC303 2025-11-25 discussion live
## 336 Alice HC707 2025-08-24 artist hotel
## 337 Bob HC707 2025-09-03 mind structure
## 338 Grace HC505 2025-07-31 produce certain
## 339 Alice HC404 2025-09-12 bit light
## 340 Bob HC404 2025-10-02 quickly huge
## 341 Isaac HC404 2026-05-24 practice natural
## 342 Frank HC707 2026-05-03 quite until
## 343 David HC202 2025-09-23 million practice
## 344 Bob HC606 2025-10-15 itself writer
## 345 Julia HC707 2025-11-01 firm former
## 346 Julia HC707 2025-08-07 fact no
## 347 Charlie HC303 2025-11-30 hundred young
## 348 David HC707 2025-08-20 structure player
## 349 Alice HC505 2026-06-14 add above
## 350 Grace HC303 2026-01-30 team five
## 351 Isaac HC707 2025-10-22 scene cultural
## 352 Charlie HC202 2025-09-08 explain individual
## 353 Isaac HC202 2026-05-18 pick fact
## 354 Hannah HC303 2026-06-14 imagine begin
## 355 Alice HC606 2025-08-20 computer inside
## 356 Hannah HC101 2025-12-20 walk wall
## 357 Grace HC202 2026-01-31 director break
## 358 Eva HC101 2026-05-09 threat organization
## 359 Bob HC202 2026-02-10 hundred painting
## 360 Alice HC707 2025-12-12 daughter defense
## 361 Julia HC505 2026-06-15 time relationship
## 362 Grace HC707 2025-08-16 prove financial
## 363 Frank HC505 2025-10-15 camera region
## 364 Bob HC707 2026-06-30 increase sometimes
## 365 Eva HC505 2026-07-05 adult tax
## 366 Charlie HC101 2026-06-29 economic along
## 367 Charlie HC101 2025-09-15 note suddenly
## 368 Eva HC707 2026-06-11 loss bed
## 369 Isaac HC707 2026-07-08 according space
## 370 Bob HC606 2026-02-26 life off
## 371 Bob HC404 2025-09-05 yourself some
## 372 Bob HC606 2026-05-26 region her
## 373 Julia HC101 2025-12-18 scene common
## 374 Hannah HC101 2026-06-21 director remember
## 375 Julia HC707 2026-03-15 reason smile
## 376 Frank HC202 2025-08-06 executive account
## 377 David HC707 2025-11-26 young this
## 378 Hannah HC404 2026-02-06 black although
## 379 Isaac HC505 2026-03-23 win reality
## 380 Frank HC404 2026-04-01 company attack
## 381 Grace HC202 2026-04-08 network loss
## 382 Hannah HC505 2025-12-28 assume against
## 383 David HC101 2026-03-24 weight state
## 384 Frank HC606 2025-08-26 question discuss
## 385 Alice HC202 2026-05-04 threat quality
## 386 Grace HC505 2025-12-19 as set
## 387 Grace HC404 2026-01-30 probably story
## 388 Eva HC707 2026-02-27 pull sea
## 389 Hannah HC505 2026-03-28 above forget
## 390 Charlie HC606 2026-04-11 probably own
## 391 Bob HC505 2025-10-17 still well
## 392 Charlie HC202 2026-03-09 beyond hear
## 393 Eva HC505 2026-03-23 eight them
## 394 David HC707 2025-08-24 science I
## 395 Isaac HC505 2026-05-25 business deal
## 396 Alice HC101 2026-01-03 five audience
## 397 Julia HC202 2025-09-26 suffer interesting
## 398 Hannah HC505 2025-08-27 order garden
## 399 Grace HC505 2026-04-12 environment form
## 400 Charlie HC707 2026-03-21 summer face
## 401 Bob HC404 2026-06-08 way time
## 402 Julia HC404 2025-09-02 order situation
## 403 David HC404 2025-09-17 want Democrat
## 404 David HC707 2026-07-14 painting support
## 405 Eva HC101 2026-04-16 discuss information
## 406 Isaac HC303 2026-06-03 realize away
## 407 Frank HC101 2026-07-06 however goal
## 408 Bob HC404 2026-02-06 prevent population
## 409 Isaac HC505 2026-07-15 class cut
## 410 Hannah HC303 2026-06-04 yourself have
## 411 Charlie HC404 2026-03-27 increase shoulder
## 412 Eva HC303 2025-12-03 western thus
## 413 Grace HC303 2025-11-05 understand itself
## 414 Frank HC606 2025-08-03 hair turn
## 415 Grace HC606 2025-09-13 month your
## 416 Hannah HC303 2025-11-30 question music
## 417 Julia HC303 2025-10-21 grow purpose
## 418 Isaac HC202 2026-01-24 role religious
## 419 Bob HC606 2026-01-07 occur try
## 420 Isaac HC202 2025-11-06 recognize deep
## 421 David HC505 2025-12-19 some while
## 422 Julia HC404 2026-02-18 party whatever
## 423 Charlie HC707 2025-09-25 yourself force
## 424 Julia HC404 2025-09-12 management parent
## 425 Isaac HC505 2026-07-14 experience discussion
## 426 Hannah HC202 2026-03-04 trial inside
## 427 Eva HC505 2025-08-14 audience without
## 428 Hannah HC606 2025-08-27 American rest
## 429 David HC404 2026-06-14 city vote
## 430 David HC303 2026-04-06 agreement listen
## 431 Hannah HC404 2026-02-25 base writer
## 432 Charlie HC101 2026-01-13 everybody really
## 433 Frank HC303 2025-10-23 memory part
## 434 Frank HC101 2026-06-30 thus option
## 435 Frank HC202 2026-02-19 hotel court
## 436 Isaac HC707 2025-11-10 return history
## 437 Bob HC707 2025-09-03 up scene
## 438 Julia HC202 2025-09-15 impact never
## 439 Isaac HC505 2026-04-17 thank big
## 440 Julia HC606 2026-02-03 reflect letter
## 441 David HC202 2025-10-09 chance level
## 442 Charlie HC303 2026-02-27 particularly order
## 443 Isaac HC202 2026-06-05 suffer reality
## 444 Frank HC505 2026-06-01 heavy edge
## 445 Grace HC202 2025-10-25 less indeed
## 446 Charlie HC404 2025-11-21 tough movie
## 447 Isaac HC505 2026-05-20 really reach
## 448 Isaac HC505 2025-12-20 easy rule
## 449 Frank HC303 2025-09-17 spend will
## 450 Bob HC505 2026-01-02 opportunity entire
## 451 David HC707 2025-11-09 century cause
## 452 Isaac HC202 2025-08-20 tax seat
## 453 David HC202 2026-01-15 eight store
## 454 David HC707 2025-09-06 couple different
## 455 Eva HC202 2026-04-12 admit moment
## 456 David HC101 2026-05-27 impact measure
## 457 Isaac HC202 2025-12-29 woman point
## 458 Alice HC101 2026-01-28 wide back
## 459 Isaac HC202 2026-06-10 piece explain
## 460 Frank HC101 2025-11-22 pass energy
## 461 Julia HC202 2025-11-09 cup follow
## 462 Bob HC707 2026-05-31 range stock
## 463 Grace HC101 2025-12-03 administration determine
## 464 Julia HC404 2025-10-31 success administration
## 465 David HC606 2026-02-12 according member
## 466 Isaac HC606 2025-12-19 mission help
## 467 Frank HC101 2025-09-01 card much
## 468 David HC707 2026-06-28 air thus
## 469 Julia HC505 2025-10-01 program heart
## 470 Charlie HC202 2025-08-13 expert oil
## 471 Eva HC404 2026-04-21 onto amount
## 472 Alice HC505 2025-09-07 guess evening
## 473 Julia HC303 2026-02-13 here pick
## 474 Charlie HC707 2025-10-22 deal often
## 475 Bob HC303 2026-04-16 feel ahead
## 476 David HC202 2026-03-24 board effect
## 477 Isaac HC606 2025-09-29 audience college
## 478 Hannah HC606 2025-12-03 star work
## 479 Bob HC606 2026-01-27 include have
## 480 David HC707 2025-10-22 debate structure
## 481 Bob HC505 2025-10-07 address up
## 482 Isaac HC303 2025-10-06 resource good
## 483 Grace HC404 2025-10-19 her change
## 484 Eva HC404 2025-10-14 catch meet
## 485 Hannah HC606 2026-04-07 small thus
## 486 Grace HC707 2025-09-20 prepare send
## 487 David HC707 2026-05-22 finally arm
## 488 Charlie HC303 2026-01-23 really could
## 489 Hannah HC404 2025-12-12 gun situation
## 490 Grace HC202 2026-06-27 training purpose
## 491 Charlie HC101 2025-10-06 agency drug
## 492 Bob HC707 2026-04-17 nice after
## 493 Charlie HC202 2026-06-15 claim pay
## 494 Bob HC202 2025-08-04 forward only
## 495 Eva HC505 2026-04-27 food none
## 496 Julia HC202 2026-05-01 board realize
## 497 Charlie HC101 2025-11-11 will none
## 498 Charlie HC202 2026-05-28 mouth as
## 499 Frank HC707 2026-04-09 media chair
## 500 Julia HC404 2025-09-25 artist choose
## Extra_Col_3 Extra_Col_4 Extra_Col_5 Extra_Col_6 Extra_Col_7
## 1 trip series to thousand reveal
## 2 measure standard hair bit land
## 3 structure action success goal born
## 4 laugh little person couple sport
## 5 down everyone buy even ahead
## 6 investment if toward center such
## 7 cost draw much consumer on
## 8 design hard rock enough degree
## 9 value professional water easy size
## 10 another church attention million run
## 11 beat must at price no
## 12 left its reduce theory free
## 13 out quite claim dinner yeah
## 14 live team lawyer suffer central
## 15 save say view station study
## 16 strategy state plant friend like
## 17 both quickly about personal this
## 18 Mrs might bill address style
## 19 maybe former model whose character
## 20 ahead body responsibility usually possible
## 21 yes audience return amount fact
## 22 soldier radio debate dream find
## 23 space one generation past none
## 24 dream people seem friend attention
## 25 group join network street time
## 26 field improve act include citizen
## 27 year state society PM need
## 28 from care involve mission Mr
## 29 admit low he security even
## 30 case behavior million very school
## 31 ground mean eat wait positive
## 32 consumer major despite oil young
## 33 manager short plant determine possible
## 34 space house language wonder whether
## 35 plant pass now decade line
## 36 speak decade whether bag Mr
## 37 student capital interesting call west
## 38 discussion them state doctor into
## 39 authority art bed pay class
## 40 hour blue break compare good
## 41 tree building theory increase everything
## 42 develop economy soldier available dog
## 43 produce floor yet note head
## 44 suffer father control ten business
## 45 process red that billion tonight
## 46 should dream and pressure marriage
## 47 generation mission have safe popular
## 48 subject indeed question husband final
## 49 send sell month sign technology
## 50 prove on later decision without
## 51 opportunity black they cut answer
## 52 fish continue lose sense fire
## 53 always it along every particular
## 54 explain parent say wonder mean
## 55 cultural explain statement away coach
## 56 another one with character head
## 57 movie approach idea effort race
## 58 garden night price rate war
## 59 bring source country among business
## 60 resource likely only into share
## 61 it music both month fine
## 62 green early thus past box
## 63 indeed try culture yourself adult
## 64 fill or focus good provide
## 65 usually fear test anyone floor
## 66 minute million per gun out
## 67 option rich large stop section
## 68 whose character house go turn
## 69 outside music fish item ago
## 70 item possible during beat challenge
## 71 base short firm this north
## 72 vote boy summer build approach
## 73 contain nor his election unit
## 74 wonder place price money wish
## 75 similar stay deep law give
## 76 bit approach move long event
## 77 instead but significant economy figure
## 78 affect performance fine five fight
## 79 nature conference fly account food
## 80 behavior I million big soldier
## 81 policy best figure wish realize
## 82 democratic including range more on
## 83 shoulder learn carry wall attention
## 84 level once term small run
## 85 later fly use game particularly
## 86 first beyond million argue trouble
## 87 include measure miss show painting
## 88 Democrat notice the paper major
## 89 team affect worry from story
## 90 all pretty why woman be
## 91 turn hard ever exist forget
## 92 brother already manage attack red
## 93 field employee goal law along
## 94 agreement gun down not art
## 95 concern fine official child agent
## 96 standard seek guess month material
## 97 agency practice never however during
## 98 agree third else government PM
## 99 energy light college mother she
## 100 least no reality ok enjoy
## 101 appear community good rest girl
## 102 tough value region answer always
## 103 do care record weight especially
## 104 page positive main key pass
## 105 exactly ahead first executive various
## 106 property change economy trip myself
## 107 arrive again natural few letter
## 108 catch development hand expect scientist
## 109 show standard whose bar put
## 110 wonder those including small though
## 111 seem no wish least population
## 112 same low plan get per
## 113 ever page buy buy different
## 114 perform star reason Republican wonder
## 115 easy buy full ball line
## 116 think debate certainly animal loss
## 117 among affect between scientist much
## 118 support hundred them five policy
## 119 fact still around after buy
## 120 government hope teacher candidate institution
## 121 difference administration organization social adult
## 122 evening consider both tonight color
## 123 trouble spring theory maybe husband
## 124 someone inside vote billion state
## 125 challenge choice successful necessary sell
## 126 carry bag only develop reach
## 127 modern whole painting city time
## 128 represent forget political save well
## 129 north more not international rock
## 130 reach music laugh quickly indicate
## 131 car month available give sense
## 132 gas art cost summer avoid
## 133 always actually back almost tree
## 134 role thing teach wait bed
## 135 expect rest money civil or
## 136 talk office real off experience
## 137 house turn statement win memory
## 138 leg approach happy month feel
## 139 million appear one bank treatment
## 140 fine million adult practice play
## 141 visit within lay early difference
## 142 few style child set subject
## 143 fast yard Democrat theory sister
## 144 fly store dog tend reality
## 145 morning wait less federal customer
## 146 eye cut prepare book affect
## 147 lay language either them first
## 148 space activity soldier at language
## 149 improve manager same final become
## 150 represent look end possible record
## 151 in cut itself herself themselves
## 152 woman wall information current white
## 153 moment night option cell collection
## 154 place risk reality always hour
## 155 through pass responsibility those fund
## 156 choice approach shoulder talk education
## 157 your guess newspaper too serious
## 158 green control during information blue
## 159 mother land score know southern
## 160 pay stock reason common public
## 161 when amount long blue billion
## 162 include next message market gun
## 163 American fish wide dog clear
## 164 person through contain college truth
## 165 gun imagine drug brother expert
## 166 indeed knowledge hair hospital author
## 167 rate good range last push
## 168 study avoid act major part
## 169 lay full because himself some
## 170 mouth talk wonder strategy wish
## 171 Mr two large laugh career
## 172 establish investment reduce provide media
## 173 PM care turn exactly scene
## 174 personal result without response writer
## 175 ever choose south five Democrat
## 176 capital expert star sing test
## 177 debate let country never message
## 178 beat level business walk which
## 179 marriage them key describe sure
## 180 campaign guy our pass serious
## 181 peace provide seek continue participant
## 182 place reach vote new mother
## 183 myself example street phone administration
## 184 southern Democrat what treatment later
## 185 family whatever sport enough before
## 186 reason piece line scientist quite
## 187 or name his still green
## 188 Republican popular top yes TV
## 189 measure meeting direction relate here
## 190 hard require against rich test
## 191 full series strong keep kind
## 192 put friend sure wall property
## 193 live task professional computer game
## 194 style strategy summer four see
## 195 good watch edge another everyone
## 196 garden deep memory role age
## 197 his possible state church like
## 198 matter treatment ball policy myself
## 199 matter interesting project everybody sound
## 200 American perhaps until total break
## 201 task anyone town choice before
## 202 return member figure want reach
## 203 improve us opportunity represent message
## 204 kitchen respond per garden Republican
## 205 hot sure last truth employee
## 206 camera leg space light fire
## 207 where final memory analysis place
## 208 when choose expert model get
## 209 away support weight save black
## 210 art dog off five performance
## 211 agency cost appear tree safe
## 212 push bad popular ball artist
## 213 stop fear glass question truth
## 214 camera policy run great produce
## 215 star any move option ago
## 216 group home where game ever
## 217 recently art gun prepare follow
## 218 claim prepare option interesting shake
## 219 dinner get wonder miss president
## 220 radio recently run poor adult
## 221 kitchen soldier Congress hand after
## 222 right other assume risk source
## 223 material specific century language cup
## 224 rate after hair door example
## 225 start machine short about no
## 226 drive look spring by dark
## 227 series seven bad theory upon
## 228 product discussion authority imagine current
## 229 over practice clearly foreign believe
## 230 performance no until many along
## 231 research old foot past sure
## 232 west cultural short star that
## 233 decade over people reflect color
## 234 high top off five lay
## 235 example within national I quite
## 236 strong pretty team result himself
## 237 price item write per fill
## 238 family mention without easy your
## 239 whatever occur newspaper magazine help
## 240 attorney power car total up
## 241 parent put play upon help
## 242 manage side onto kind president
## 243 method toward argue less sense
## 244 analysis reveal politics apply weight
## 245 decide kind not four yeah
## 246 around successful other help my
## 247 model weight those yourself others
## 248 have TV low throughout pass
## 249 science large growth cultural rest
## 250 health difficult during Mrs star
## 251 fear lay exactly billion near
## 252 activity bit when along participant
## 253 Congress need wait doctor majority
## 254 collection phone sell language finally
## 255 pull security popular who here
## 256 black class question wrong suddenly
## 257 authority at provide store too
## 258 responsibility cause series west safe
## 259 event enjoy suggest avoid represent
## 260 player nothing development reveal their
## 261 term house maintain subject six
## 262 everything house product my hundred
## 263 benefit whose even its parent
## 264 although thought peace democratic game
## 265 sign good sing half year
## 266 commercial relate professional cup example
## 267 significant gun after government fast
## 268 report certainly face impact either
## 269 free world protect all how
## 270 interest another listen consider indicate
## 271 world effort office laugh tough
## 272 early here black help bring
## 273 whose order something into since
## 274 suddenly chair resource they government
## 275 herself news bill above do
## 276 other available so cell wish
## 277 girl network threat federal PM
## 278 group range watch budget pick
## 279 herself way structure box prepare
## 280 color then play should training
## 281 there our black phone reveal
## 282 each move child growth beautiful
## 283 glass show carry probably hotel
## 284 cup school wear central fear
## 285 say place hand very leg
## 286 lay direction firm next behind
## 287 return son attention game rock
## 288 compare third wife behavior including
## 289 visit believe happy middle world
## 290 sure here everything attack especially
## 291 network fall all herself account
## 292 action security president them interview
## 293 marriage this front wait hot
## 294 book he explain move majority
## 295 white dinner around poor provide
## 296 situation hospital several kid sit
## 297 person lay in people ask
## 298 keep find on leader sure
## 299 certainly remember produce protect our
## 300 it factor Congress laugh however
## 301 teach marriage specific nice know
## 302 fact everything child modern mission
## 303 hundred add home rate central
## 304 economy resource soon specific report
## 305 product smile live role lawyer
## 306 majority part although official same
## 307 level one end race accept
## 308 doctor product reduce pick spend
## 309 base month manager agent not
## 310 letter grow year worker poor
## 311 manager this hair natural new
## 312 best third future necessary lot
## 313 letter apply skin cultural relationship
## 314 space enough hope enjoy billion
## 315 will expert view follow hard
## 316 per about growth student treat
## 317 follow water continue behavior born
## 318 chair right leave attorney mind
## 319 wish make full tax analysis
## 320 prepare something strong skill mind
## 321 five develop production a best
## 322 admit son pattern young budget
## 323 of wait name relationship indicate
## 324 own character activity few light
## 325 industry kitchen almost building most
## 326 stuff however style into wish
## 327 machine identify present store nor
## 328 player blue history city public
## 329 rise money if well customer
## 330 agreement provide culture race onto
## 331 anything moment travel sign quite
## 332 type poor represent child resource
## 333 generation improve seat yet you
## 334 if line require wife church
## 335 already most tree artist man
## 336 crime less let seat car
## 337 turn security worry including thank
## 338 kind eat night with reduce
## 339 past notice plan against series
## 340 direction affect them music into
## 341 hand try official blue help
## 342 room pattern admit approach upon
## 343 name space professional us government
## 344 so book feel far television
## 345 recent matter office herself about
## 346 woman present manage treat movement
## 347 we shoulder forward write lay
## 348 present significant manager short specific
## 349 article race draw others mother
## 350 article need enjoy civil fine
## 351 box laugh yet know beautiful
## 352 option and care main growth
## 353 century bar ahead child line
## 354 particular argue sound we hundred
## 355 perhaps go wide protect certain
## 356 ask onto billion hold one
## 357 pull option beyond reach who
## 358 have participant hard exist candidate
## 359 middle military effort necessary art
## 360 whole pay development brother such
## 361 discuss economy focus perhaps officer
## 362 manager difficult again baby blood
## 363 science father affect option return
## 364 behavior clear care professional how
## 365 newspaper half social attention change
## 366 free small arrive involve together
## 367 second fly home free middle
## 368 ready candidate travel room charge
## 369 north participant form participant usually
## 370 reach cup particularly leader practice
## 371 industry sense free woman radio
## 372 fall television bar section hundred
## 373 prepare collection who fall school
## 374 find south free study type
## 375 tend compare billion television season
## 376 always win draw hard stop
## 377 none reach radio thought social
## 378 another discussion market brother director
## 379 good stop strategy experience out
## 380 organization majority bring police high
## 381 artist recently relate fly foot
## 382 its training hospital for officer
## 383 force along long hope almost
## 384 question environmental official charge trouble
## 385 first power resource health staff
## 386 change cut image thing feel
## 387 my officer field on institution
## 388 drive about assume account player
## 389 form street loss fine clearly
## 390 decade total final bed cause
## 391 party former kitchen protect rise
## 392 across manage discuss there nothing
## 393 hit data past play others
## 394 indeed of machine exactly class
## 395 throw service order space community
## 396 step third note parent free
## 397 effort too size recent little
## 398 difference fall figure figure American
## 399 listen become hear wall similar
## 400 know perhaps mind across trip
## 401 party choose seem at together
## 402 and government door well image
## 403 around carry local federal kitchen
## 404 even certain continue stop yard
## 405 professional measure decision five prevent
## 406 stock happen national wind seek
## 407 this into especially somebody character
## 408 future mission score move identify
## 409 collection around also recently almost
## 410 institution section soldier off anything
## 411 together yet data foreign bad
## 412 simple artist prove compare tell
## 413 than spring modern somebody official
## 414 sign record bad goal toward
## 415 paper exist just both there
## 416 happy trade measure month step
## 417 hold five high end able
## 418 page style message employee chair
## 419 seven pass nature walk you
## 420 scientist sport find then couple
## 421 imagine family stand hit certainly
## 422 box deep address according perform
## 423 guy we girl away interest
## 424 white meet strategy itself season
## 425 industry room option article necessary
## 426 least art south face their
## 427 clearly east natural window and
## 428 short share sound next school
## 429 site data set take involve
## 430 area what value your church
## 431 respond on goal meet modern
## 432 day cause point activity another
## 433 outside ball return fill product
## 434 lose picture rule floor fire
## 435 book specific table city candidate
## 436 provide very among blood father
## 437 important game across kid poor
## 438 almost man north control become
## 439 risk although near since alone
## 440 good research project throughout no
## 441 theory else create water year
## 442 case north station itself young
## 443 operation field community teacher ok
## 444 mention weight start watch moment
## 445 laugh somebody his place ever
## 446 floor answer from a opportunity
## 447 this western PM kind your
## 448 itself consumer form management maintain
## 449 player else name choice coach
## 450 forget term bed body evening
## 451 hot necessary fire him name
## 452 world next back know region
## 453 enjoy north realize best financial
## 454 major special break hit why
## 455 executive property skin learn east
## 456 husband create contain attack sound
## 457 child population sell my face
## 458 art station enter hard quickly
## 459 Republican success maintain upon about
## 460 defense near stay perform process
## 461 majority state someone leg color
## 462 north a level door trip
## 463 your dog worry memory get
## 464 poor nor offer region suggest
## 465 later account end blue design
## 466 during authority mother bit same
## 467 during dream law strategy past
## 468 environmental time end may law
## 469 look gas west son expect
## 470 recent listen sign explain glass
## 471 show part bag whole action
## 472 garden radio election open writer
## 473 present may own girl lot
## 474 wind north wrong natural moment
## 475 thank recently business difference across
## 476 way moment action recently expect
## 477 fund out upon analysis pay
## 478 forget state share represent send
## 479 institution business standard direction second
## 480 data eat animal program still
## 481 then artist hot image attack
## 482 nation respond million person resource
## 483 face my who speak street
## 484 race chance exist go human
## 485 inside skin staff father still
## 486 position nation month student station
## 487 pull thing need into strong
## 488 general start ever hotel minute
## 489 foot drug spring eight employee
## 490 structure suddenly along lay list
## 491 right no thing environmental sea
## 492 including just choose art large
## 493 woman exactly ask room local
## 494 surface teacher view high threat
## 495 conference strong movie move good
## 496 or weight lay figure piece
## 497 environmental into meeting color sport
## 498 baby increase information media record
## 499 chair statement foot population official
## 500 part few environment available last
## Extra_Col_8 Extra_Col_9 Extra_Col_10 Extra_Col_11 Extra_Col_12
## 1 direction still wide spring level
## 2 close increase garden usually ability
## 3 little reduce international when require
## 4 edge coach company decision time
## 5 husband success economy quality cut
## 6 no arm sometimes plan appear
## 7 man him woman stay board
## 8 movement who table whose agent
## 9 after wide after send with
## 10 follow point avoid race capital
## 11 race same space southern impact
## 12 choose middle be technology various
## 13 expert recognize any address without
## 14 democratic his by behavior suffer
## 15 recognize partner door product actually
## 16 before begin office choose food
## 17 record pay then father many
## 18 hope most suggest memory college
## 19 thus authority happy without look
## 20 trouble cut how material improve
## 21 wide modern short news successful
## 22 senior what chance plan remember
## 23 teacher who build keep call
## 24 agency smile news Democrat discuss
## 25 report effect when administration area
## 26 way happy must decade though
## 27 risk determine area say another
## 28 natural upon any wind crime
## 29 simply two black growth record
## 30 choice arm material try during
## 31 author determine others president industry
## 32 across whom hit teacher price
## 33 total of than likely safe
## 34 statement detail reality make subject
## 35 morning federal arrive drop see
## 36 class painting garden above mother
## 37 section meeting right to laugh
## 38 only hospital TV deal many
## 39 property beyond data radio arm
## 40 out newspaper lot seem prepare
## 41 change director budget simple support
## 42 political discuss action book participant
## 43 already court cultural full bill
## 44 save book food fight suddenly
## 45 source reason place pressure daughter
## 46 expect former top reduce later
## 47 wrong lay mean enter center
## 48 speak choice son current blood
## 49 conference school guy approach every
## 50 home computer seat son total
## 51 follow site market smile various
## 52 even once seat wear task
## 53 different site little game your
## 54 PM approach sense man able
## 55 say medical let civil sea
## 56 whom experience opportunity film produce
## 57 per such claim ok machine
## 58 help scene would nor high
## 59 detail affect player reason federal
## 60 turn minute protect action near
## 61 great central very water office
## 62 maybe eight all near study
## 63 trade professor top determine than
## 64 month trouble west want section
## 65 simply change news animal article
## 66 with imagine stand garden do
## 67 word crime rate think thing
## 68 reflect east bring sense dog
## 69 situation together table green dark
## 70 trip site year idea still
## 71 scene environment form need now
## 72 bill short within city like
## 73 how someone with spring religious
## 74 pull field policy major far
## 75 human level fast item customer
## 76 fish program particularly mind great
## 77 sing value cultural tree while
## 78 model great personal away wait
## 79 need relate daughter through total
## 80 commercial include image give feel
## 81 others student particularly experience body
## 82 pressure well together around trade
## 83 we world along learn nature
## 84 score nature door clearly my
## 85 set region teach Mrs team
## 86 scientist high reveal political hope
## 87 describe to police camera economy
## 88 truth while make whose glass
## 89 moment election save new where
## 90 explain keep prepare police evening
## 91 lawyer feeling position end drive
## 92 father will turn onto wish
## 93 pay pressure seek not wear
## 94 build police final own garden
## 95 himself great change develop budget
## 96 foreign like practice foot east
## 97 yard collection painting break lot
## 98 for beyond occur individual decide
## 99 meeting source seat wait conference
## 100 building station evening dinner hour
## 101 me plant quality station difference
## 102 administration price help consider child
## 103 leave allow rise house professional
## 104 level night wear including identify
## 105 recognize add democratic such customer
## 106 international race like do to
## 107 assume black compare continue tell
## 108 order clearly itself lay responsibility
## 109 entire spring health next difference
## 110 know result artist indeed mother
## 111 occur financial oil above beautiful
## 112 start outside yourself person interesting
## 113 area also movement service trip
## 114 civil side few dinner degree
## 115 of writer blood control third
## 116 party language local listen edge
## 117 side crime nearly especially most
## 118 join south know detail factor
## 119 audience magazine thus show defense
## 120 provide indicate small conference national
## 121 need growth want knowledge old
## 122 could born PM leader including
## 123 network student attorney agent fast
## 124 scientist until conference address child
## 125 term difference book since expect
## 126 food run policy space sign
## 127 think run house claim life
## 128 assume already popular spring them
## 129 town support their from modern
## 130 history myself memory until still
## 131 father television next memory sit
## 132 between language power next meeting
## 133 culture method guess environment let
## 134 successful son question low teach
## 135 whose forward war very fight
## 136 available key stuff behind beyond
## 137 over late model voice never
## 138 south since oil sort nor
## 139 body here would next him
## 140 section executive officer move player
## 141 college win simply matter life
## 142 miss leader present leader effect
## 143 the candidate over everything tax
## 144 perhaps represent game certainly trouble
## 145 them pay ago line describe
## 146 friend white particularly fund town
## 147 attention beat player find mouth
## 148 matter magazine hotel sort commercial
## 149 training ever or present item
## 150 them practice other finally feeling
## 151 term could laugh next sense
## 152 song record well entire them
## 153 the true speech plan about
## 154 a issue certainly write compare
## 155 next project husband total finally
## 156 both minute you mean class
## 157 color region project see couple
## 158 today star plant interview morning
## 159 on establish financial page business
## 160 pretty gun ball nation someone
## 161 deep organization or face among
## 162 wish medical site agent find
## 163 join pass list series environmental
## 164 dark go month seat central
## 165 radio agree fire financial start
## 166 class summer law performance small
## 167 story soon serve past friend
## 168 election exactly security east dinner
## 169 power position responsibility provide season
## 170 second brother lay under system
## 171 guy call to drug author
## 172 no special red international surface
## 173 usually paper investment behavior organization
## 174 home town east begin history
## 175 around health hold no let
## 176 several southern player compare note
## 177 clear since interest stage need
## 178 particular event generation bit example
## 179 less mother huge including street
## 180 organization side serious and form
## 181 you turn so country rock
## 182 book think bag watch personal
## 183 safe friend west business sense
## 184 find bill life visit campaign
## 185 including bill prevent indicate raise
## 186 up wide so chair once
## 187 fall study very prevent environment
## 188 none data plan reduce card
## 189 court top specific game natural
## 190 else whether exactly step bring
## 191 start similar able baby weight
## 192 their decade home create Mr
## 193 size within possible play dinner
## 194 big particularly compare six relationship
## 195 population continue learn assume suddenly
## 196 morning city size say truth
## 197 because certainly campaign investment address
## 198 near require total money administration
## 199 economic increase relationship want long
## 200 discuss eight lawyer training food
## 201 card moment drive professional forward
## 202 want address itself modern hotel
## 203 create government require big community
## 204 everything opportunity against say threat
## 205 bank alone involve morning mention
## 206 election audience world industry interview
## 207 share week sign threat wind
## 208 worry firm either bar anyone
## 209 performance here sort particularly glass
## 210 little be best wall expert
## 211 produce ask allow old history
## 212 science general suddenly who bad
## 213 question place need son at
## 214 industry never matter focus stage
## 215 building modern indicate wife then
## 216 table center choice reduce might
## 217 book everybody return successful organization
## 218 drive pressure discover family listen
## 219 oil meeting those perform suddenly
## 220 remember campaign example surface particular
## 221 budget day follow address I
## 222 receive professor stand these third
## 223 economy color clear win choice
## 224 natural write during event million
## 225 indeed thus herself determine effort
## 226 she generation statement social never
## 227 discuss no time place information
## 228 investment leave believe often threat
## 229 far development popular yeah voice
## 230 structure seven protect agree prove
## 231 education school difficult subject reason
## 232 short seat growth wonder fish
## 233 table door product pass company
## 234 on mention Democrat free important
## 235 television clearly sense arm too
## 236 rich home where brother various
## 237 simple manager across impact play
## 238 anything number movie live democratic
## 239 prepare relationship eat tough as
## 240 phone Mrs city task section
## 241 network result give employee sort
## 242 seem he her land crime
## 243 agent agree recognize hair save
## 244 water off campaign bring event
## 245 mention effect recently the difference
## 246 parent else onto blood nice
## 247 drive gun good individual sell
## 248 know kitchen consumer free human
## 249 letter though let home unit
## 250 sell improve bit consider claim
## 251 too over she dream a
## 252 we myself actually partner field
## 253 tree score staff identify direction
## 254 success current campaign child question
## 255 sometimes head such my avoid
## 256 deep cultural foreign structure billion
## 257 build agree smile education authority
## 258 former measure door standard born
## 259 hand quality enjoy long plant
## 260 fire fine make direction real
## 261 learn official first agree employee
## 262 attention process language base memory
## 263 effort support notice local hospital
## 264 whole heart compare from marriage
## 265 become image practice staff then
## 266 prevent well remain need particularly
## 267 risk learn team sometimes understand
## 268 able less question current subject
## 269 if behind follow ask difficult
## 270 five leave modern push concern
## 271 than stop country other laugh
## 272 enough picture wind choice rise
## 273 hard including image join hand
## 274 need Congress body tell program
## 275 short identify foreign kind born
## 276 compare admit enjoy wrong we
## 277 beautiful ok about ever later
## 278 compare thought kid wind drive
## 279 table rise tend mouth happy
## 280 all probably question individual throw
## 281 new service bar education development
## 282 simply across southern take stage
## 283 police wrong fly including town
## 284 send loss place remain section
## 285 employee party painting despite fire
## 286 author just surface collection wait
## 287 later mission person apply likely
## 288 home behind government voice church
## 289 treat career too body generation
## 290 coach often thought hard behavior
## 291 without owner movie commercial avoid
## 292 positive would green involve through
## 293 me picture charge production skin
## 294 onto white church common hold
## 295 keep teach quality which sure
## 296 both audience audience news visit
## 297 entire include human operation time
## 298 cut back local store girl
## 299 wish per man nothing true
## 300 reflect control voice recently us
## 301 image course but lay above
## 302 would bad who certain have
## 303 meet both research too entire
## 304 enjoy pick factor both under
## 305 make send baby condition just
## 306 federal whole as water behavior
## 307 last customer cup local score
## 308 ability travel reveal paper over
## 309 executive executive edge author Republican
## 310 describe current evening entire coach
## 311 economic break building term blue
## 312 call alone rest lot maintain
## 313 matter American wear station task
## 314 evidence article run represent effect
## 315 company news second form make
## 316 hospital nation white keep resource
## 317 half chair financial action which
## 318 fall under protect bring return
## 319 capital six half letter keep
## 320 rate morning realize western some
## 321 be discussion generation question factor
## 322 improve candidate factor tough young
## 323 also until game recently do
## 324 type benefit drive guess ahead
## 325 study movie American performance involve
## 326 practice every experience real fund
## 327 all black reflect let high
## 328 under itself western find wind
## 329 maybe reveal trade order total
## 330 item law side prepare executive
## 331 if five herself analysis happy
## 332 white key after outside argue
## 333 conference bit short memory color
## 334 bill wind those quality American
## 335 trial knowledge left magazine there
## 336 keep environmental red book chair
## 337 you as magazine contain operation
## 338 itself with result section even
## 339 indicate picture go debate make
## 340 yard but message white summer
## 341 treatment tell protect woman set
## 342 amount idea doctor amount return
## 343 home agree campaign standard machine
## 344 simple stock music feel enjoy
## 345 not carry accept herself himself
## 346 still dream hold toward yet
## 347 example together candidate threat reflect
## 348 past lose whether short rate
## 349 stuff force risk method outside
## 350 very situation nothing study must
## 351 capital stand later difference state
## 352 teach close full degree site
## 353 actually black talk including their
## 354 person main author size me
## 355 worry end meet easy threat
## 356 local week miss huge professional
## 357 play create a nor see
## 358 page eat eye speak dinner
## 359 allow music few interest weight
## 360 reality soon customer save standard
## 361 every increase but morning we
## 362 forward cover nothing brother explain
## 363 build yeah prepare us prepare
## 364 forward admit idea option very
## 365 weight approach development argue than
## 366 question he special relationship offer
## 367 billion truth it politics skill
## 368 turn role weight usually lay
## 369 light possible method environment notice
## 370 car someone worry positive short
## 371 bill manager town police mission
## 372 she partner last next seem
## 373 lead save human business either
## 374 a everybody blue fight big
## 375 them movie every though threat
## 376 source store argue seem morning
## 377 notice suddenly if only result
## 378 necessary provide the movement catch
## 379 forward age on our assume
## 380 as organization marriage parent about
## 381 market recent special situation turn
## 382 they per perhaps benefit although
## 383 action share face rich interesting
## 384 forget street nature into other
## 385 agent citizen company responsibility gun
## 386 institution later effort develop week
## 387 reality candidate cell administration art
## 388 his door not recently store
## 389 skin surface husband pass life
## 390 sometimes red be guess firm
## 391 bill industry manage tough than
## 392 newspaper bad option show during
## 393 direction card evening try himself
## 394 card bit challenge development people
## 395 speak local first break least
## 396 rise back every town side
## 397 apply their four plan yard
## 398 these something speak book every
## 399 begin return quickly now best
## 400 picture story guy doctor assume
## 401 site along himself pressure sort
## 402 article tend establish center world
## 403 phone ask environmental western cup
## 404 budget yet difference involve side
## 405 still administration rather spend once
## 406 notice price resource our condition
## 407 pull store finish charge record
## 408 certain story party few discover
## 409 late above determine board now
## 410 dark others job letter perform
## 411 spring these pass somebody decade
## 412 maintain election night bad interesting
## 413 much summer group other watch
## 414 road option bill follow trade
## 415 positive community scene perform television
## 416 race kitchen mention drive dream
## 417 myself past image international heavy
## 418 particularly point adult figure reduce
## 419 likely add nearly once treat
## 420 other focus sometimes owner TV
## 421 just job news speak staff
## 422 movement ago consider day information
## 423 senior out value later memory
## 424 value cause this each picture
## 425 price on plan capital yourself
## 426 data employee bill old improve
## 427 must apply hand what treatment
## 428 wear base before establish TV
## 429 new ahead culture his sing
## 430 thousand entire act baby society
## 431 season although certainly service night
## 432 eat off drive responsibility return
## 433 best themselves energy deep however
## 434 far call fire forget military
## 435 various forget fight director cultural
## 436 court natural future now these
## 437 past natural least relate college
## 438 national vote worker pull wife
## 439 through Republican never someone range
## 440 why off might plan money
## 441 current five look affect near
## 442 argue minute whole source threat
## 443 institution discuss throughout present product
## 444 prove true economic vote go
## 445 measure task film performance still
## 446 factor of kitchen particularly office
## 447 follow half decade write enter
## 448 respond per seven others foreign
## 449 remember region challenge morning near
## 450 until the building feel about
## 451 stage list eight natural us
## 452 hard fear specific part kitchen
## 453 evening hospital vote compare measure
## 454 us resource happen guy assume
## 455 report be agree scientist simply
## 456 industry cup task book PM
## 457 edge thus we her development
## 458 trip two station can sure
## 459 save story possible experience energy
## 460 number hundred know well hope
## 461 citizen life case south enter
## 462 law could drop discussion customer
## 463 price between various two window
## 464 growth middle person night key
## 465 way raise difference our democratic
## 466 agreement quickly occur explain season
## 467 exist down debate middle mean
## 468 campaign material system personal quality
## 469 reveal plant energy chair fear
## 470 decision white nor option first
## 471 about police risk school the
## 472 agency water bill yes yet
## 473 source practice least admit past
## 474 small become face back possible
## 475 best behind cut detail citizen
## 476 sister marriage near campaign life
## 477 site customer smile shoulder sure
## 478 stuff short good himself culture
## 479 day body field themselves line
## 480 hand fire billion those not
## 481 he seat build test order
## 482 ever later tough study history
## 483 use behavior present PM society
## 484 we about free imagine cause
## 485 light American story information test
## 486 official win issue big score
## 487 wear evidence stop security the
## 488 tonight hospital paper race else
## 489 human kitchen budget might leg
## 490 huge writer all during across
## 491 dream though contain life lot
## 492 million bank responsibility lawyer well
## 493 good soldier hope past media
## 494 establish improve western sell back
## 495 lay of environment detail quickly
## 496 also close cover have goal
## 497 year put his so career
## 498 even bad service someone parent
## 499 trial race tax not too
## 500 leg boy energy left throw
## Extra_Col_13 Extra_Col_14 Extra_Col_15 Extra_Col_16 Extra_Col_17
## 1 begin mention despite though box
## 2 job movement artist anything start
## 3 data so answer hair take
## 4 could clear too course evening
## 5 decision consider where pass listen
## 6 down service finish early although
## 7 commercial guy drive nice believe
## 8 move show out whom hope
## 9 unit education president order only
## 10 paper plan cultural national simply
## 11 church operation standard behavior candidate
## 12 reason wide college professor any
## 13 design morning across rather great
## 14 lay yet suddenly win first
## 15 cut law girl my call
## 16 until onto up you we
## 17 tough per claim which here
## 18 him summer arrive major art
## 19 impact star never account imagine
## 20 child reduce market evidence result
## 21 evidence shake nice south hot
## 22 system anything natural science yet
## 23 total whose board reflect capital
## 24 idea fact beautiful outside sell
## 25 degree section including long me
## 26 how statement staff type south
## 27 Congress management water no Mrs
## 28 game they special avoid edge
## 29 him really call pick buy
## 30 reveal past early phone relate
## 31 more with adult Mr moment
## 32 list until show discuss news
## 33 affect catch speech question think
## 34 bank gas mission message hand
## 35 all ask decision market they
## 36 effect language bill along cut
## 37 amount black open interest method
## 38 blue social theory brother war
## 39 campaign season political issue should
## 40 if indeed only goal month
## 41 song million real range enjoy
## 42 arrive research next back of
## 43 piece even three service type
## 44 economy enter half worry heavy
## 45 indicate common tree weight his
## 46 way west movie everybody say
## 47 part Mrs add opportunity fact
## 48 reveal others really area very
## 49 camera expect choose Mr yard
## 50 need prepare writer detail loss
## 51 record Democrat establish including open
## 52 anything defense option eat case
## 53 start surface enjoy center family
## 54 point laugh do wear reveal
## 55 set city practice away couple
## 56 establish several rich work movement
## 57 whole high modern management national
## 58 range magazine price arrive need
## 59 executive themselves that center son
## 60 where sound friend raise possible
## 61 fly win whether church culture
## 62 tend impact inside or consumer
## 63 win on director bad individual
## 64 change church that order with
## 65 together project democratic nice trial
## 66 street hot war inside detail
## 67 game raise happen team no
## 68 hard item natural sister record
## 69 dog land table spring simply
## 70 future be through oil story
## 71 medical per drug hard effect
## 72 protect dog open food talk
## 73 feeling sing early against model
## 74 hospital hair prove reality real
## 75 loss six top defense growth
## 76 position share expect standard difficult
## 77 television research agree house politics
## 78 college wonder nearly hold must
## 79 value power worry imagine hundred
## 80 rock responsibility year no now
## 81 vote wear forget politics firm
## 82 eight science democratic model course
## 83 effect risk remember color nearly
## 84 a maybe upon side organization
## 85 administration image adult religious too
## 86 everyone fast effort security role
## 87 year arrive left interest truth
## 88 house their themselves son guy
## 89 couple rich any executive good
## 90 table prepare under only new
## 91 have but bring write could
## 92 really son discussion goal enough
## 93 current plant reduce determine college
## 94 someone personal for help pattern
## 95 today speak actually what degree
## 96 social above cause various easy
## 97 make stuff develop right thus
## 98 school all determine where expert
## 99 example rather least in decision
## 100 call whatever reduce boy cup
## 101 four week age spring kid
## 102 include such those song for
## 103 food here mother finally care
## 104 government center line my option
## 105 help today maybe employee finish
## 106 six attention institution young political
## 107 tonight memory audience institution although
## 108 throw just traditional near last
## 109 right floor pass author rise
## 110 else gas short general conference
## 111 here treatment me exactly teacher
## 112 push money song material back
## 113 half commercial success popular structure
## 114 far tough not home mean
## 115 return yard none behind sell
## 116 meeting today glass brother season
## 117 south report tax large model
## 118 she or coach stuff statement
## 119 there scene in time push
## 120 middle card establish among draw
## 121 almost difficult campaign economic rule
## 122 Republican enjoy admit growth point
## 123 then security bit too player
## 124 dinner defense wrong top scientist
## 125 artist tough mother risk mission
## 126 push political instead standard share
## 127 at seat yet end probably
## 128 ten hundred one later still
## 129 interview design gun building theory
## 130 evening money he show summer
## 131 team the perform audience official
## 132 term behavior mind today sort
## 133 child month response determine born
## 134 agreement piece focus term feeling
## 135 week go sign behind theory
## 136 people fact heart lot another
## 137 well cup population sort indicate
## 138 after age role thought available
## 139 next sign both election issue
## 140 prepare evening citizen during beyond
## 141 lead natural investment study after
## 142 arrive able energy take together
## 143 common simple appear word away
## 144 together direction more admit group
## 145 rich though building around take
## 146 create direction girl thing science
## 147 service consider week your or
## 148 concern couple authority other easy
## 149 cost officer camera Mrs figure
## 150 lawyer in ability simply begin
## 151 identify including nature five energy
## 152 character Mrs provide top wall
## 153 throw line young organization share
## 154 until car leader difference price
## 155 somebody expect market actually pull
## 156 page bill exist mind let
## 157 top court measure grow agency
## 158 others group total mission garden
## 159 simple establish industry already understand
## 160 rule almost heavy usually every
## 161 most culture let see discuss
## 162 hot adult moment resource shoulder
## 163 friend size get on four
## 164 government guess kind bag set
## 165 compare it they ability everything
## 166 executive why certainly future mind
## 167 step suggest be carry several
## 168 out especially word certain quality
## 169 continue young without allow minute
## 170 build their seek feeling live
## 171 speak ground interesting anything all
## 172 evidence TV interesting piece visit
## 173 loss table carry ready fire
## 174 foot day school parent fast
## 175 air threat ever natural be
## 176 choice light time many enter
## 177 resource traditional whose strategy standard
## 178 huge throw enjoy by identify
## 179 season wife interest put cultural
## 180 natural so tax today no
## 181 option night tough seat turn
## 182 budget say have actually board
## 183 position happen month stock trouble
## 184 population firm full month exist
## 185 begin worker cut will laugh
## 186 draw sit away clear let
## 187 strategy north music not wonder
## 188 its security budget behind together
## 189 send eat society type hour
## 190 happen possible page wind child
## 191 partner Mrs increase gun will
## 192 example direction forward street far
## 193 history call guess arrive challenge
## 194 somebody begin wonder stuff force
## 195 employee add power sing agree
## 196 media yet concern national eight
## 197 how common hour tree including
## 198 year table character president way
## 199 travel eye several manage but
## 200 nature without firm try pattern
## 201 now product article book policy
## 202 make card heavy quite room
## 203 practice majority easy marriage door
## 204 who walk off far method
## 205 as seem check find Republican
## 206 owner weight adult drop up
## 207 law market fast evening away
## 208 produce indicate everybody responsibility research
## 209 single mouth tend him occur
## 210 dark water blue already notice
## 211 and very phone standard professional
## 212 weight television federal there discover
## 213 just a be live paper
## 214 could finish rich idea leader
## 215 water then film detail although
## 216 drug skill finish certain person
## 217 population than trade think baby
## 218 according detail material customer a
## 219 name Congress own board deep
## 220 goal exactly conference enter life
## 221 interest property some early data
## 222 sister would management assume newspaper
## 223 garden whole thank set night
## 224 what fly person able dinner
## 225 talk play another assume whole
## 226 section officer TV particular current
## 227 population study free place would
## 228 age design those product top
## 229 bit rest thousand rule perhaps
## 230 almost light light arm remain
## 231 nearly Mr certainly factor between
## 232 cost town it money day
## 233 loss hour care bar work
## 234 pay strategy hold fire stock
## 235 word young kitchen range investment
## 236 agree create dinner local institution
## 237 hot develop you gun occur
## 238 sign not far brother garden
## 239 large court often cultural will
## 240 environment use indicate evening few
## 241 hundred spring hear just federal
## 242 feeling commercial adult want call
## 243 nothing political laugh single try
## 244 indicate director defense discuss question
## 245 mouth tend upon evidence us
## 246 must moment middle certainly then
## 247 specific house decision lead food
## 248 amount impact hot challenge sister
## 249 marriage truth soldier small charge
## 250 deal executive risk course economy
## 251 remain season company individual impact
## 252 great score early newspaper parent
## 253 whom mouth where image beautiful
## 254 trouble ability tonight certain around
## 255 late remain next add without
## 256 price still then skin door
## 257 who writer church PM free
## 258 drug action grow much public
## 259 bar when work rock same
## 260 never detail soldier up agree
## 261 decision indicate five place list
## 262 check including life line once
## 263 model those sense evening half
## 264 energy large according court face
## 265 media page there yard prove
## 266 choose blood so they sound
## 267 smile statement show war help
## 268 daughter be off fund similar
## 269 hundred seat attention step learn
## 270 PM travel along discover trip
## 271 tonight author they enter ten
## 272 sign realize remember meet program
## 273 half keep full test as
## 274 deal sing it either speech
## 275 necessary knowledge easy more seek
## 276 Congress man blue much term
## 277 rich student American big activity
## 278 voice person mention process until
## 279 room two heavy return evening
## 280 item baby carry activity century
## 281 her international way support western
## 282 expert wife quite discover fall
## 283 new reach successful none clearly
## 284 most push politics check result
## 285 case finish him health ask
## 286 year piece large federal bit
## 287 what understand media likely chair
## 288 poor tree position perform position
## 289 through seven center sure sea
## 290 left middle join treatment mother
## 291 four bag country save son
## 292 direction size be degree adult
## 293 explain theory strong just walk
## 294 owner pick newspaper black step
## 295 language edge weight though face
## 296 idea behavior year trade involve
## 297 save top standard vote one
## 298 particularly who in reduce medical
## 299 table none its PM growth
## 300 affect have fact church provide
## 301 professional thing paper really gun
## 302 thought side once true customer
## 303 weight young contain tax modern
## 304 center career business bring shake
## 305 trial possible four pay occur
## 306 feeling try policy better ready
## 307 himself first force support area
## 308 result blue together hand us
## 309 maybe when like anything individual
## 310 foreign husband simple address care
## 311 politics successful need international PM
## 312 option as during movie deal
## 313 carry need road certain next
## 314 so nice wind challenge degree
## 315 organization put enjoy often star
## 316 couple less thousand their character
## 317 executive tree management wrong gun
## 318 have account door case create
## 319 put morning have church first
## 320 behavior quality street hard personal
## 321 word air finish quite tonight
## 322 push class best on course
## 323 appear watch care individual technology
## 324 I college question word member
## 325 head resource health term single
## 326 doctor sell go maintain evidence
## 327 discuss debate up production wide
## 328 participant news ball hour trouble
## 329 something describe place cost important
## 330 which common near own sign
## 331 stop impact from from seek
## 332 heart window machine campaign investment
## 333 car offer after huge hit
## 334 population school experience and new
## 335 trouble evening despite tree course
## 336 this prevent Mrs head live
## 337 although receive leave sea military
## 338 just party order number thus
## 339 place however station right page
## 340 goal last many item which
## 341 federal fight process child leader
## 342 development while each nation certain
## 343 country too form maintain leave
## 344 perhaps school approach enter similar
## 345 year travel these chair indeed
## 346 generation people treat former adult
## 347 poor themselves born matter win
## 348 down apply who any discussion
## 349 like if story budget establish
## 350 eight sell ball television clearly
## 351 century figure society artist news
## 352 four nor story instead serve
## 353 order approach many trip face
## 354 pattern truth region level necessary
## 355 surface they organization away culture
## 356 speak economic teacher piece throw
## 357 subject could himself class his
## 358 understand arrive officer former notice
## 359 few condition who sometimes explain
## 360 loss particularly truth quality admit
## 361 relationship agent indeed person effort
## 362 room news many character adult
## 363 the community not hot foreign
## 364 staff and Mrs authority test
## 365 responsibility site group myself fine
## 366 someone much visit sense cause
## 367 success once environment seem floor
## 368 will discuss wind special shake
## 369 situation company same student international
## 370 eight president evidence less easy
## 371 senior bring gun article apply
## 372 even interest like data home
## 373 reality suffer minute treat eight
## 374 finish sure security air able
## 375 that affect theory marriage apply
## 376 everyone security third might character
## 377 health event table green idea
## 378 whom financial operation quality guess
## 379 state show big agree what
## 380 street employee guess nearly memory
## 381 positive everybody sing about election
## 382 newspaper another of moment daughter
## 383 find present year oil president
## 384 man individual somebody state hundred
## 385 billion home soldier well finally
## 386 animal analysis letter increase according
## 387 western pretty study win brother
## 388 forget Democrat store leave how
## 389 visit create air run run
## 390 gun north later seek chair
## 391 bank value player month improve
## 392 same old week authority marriage
## 393 yet your hot this forward
## 394 item method energy successful case
## 395 big result young mention force
## 396 sea reflect senior from of
## 397 management land cause situation only
## 398 skin kind than thing agree
## 399 hope board discuss food lay
## 400 weight herself everything ability small
## 401 season return chance may big
## 402 tend gun big clearly article
## 403 too indicate specific together them
## 404 special produce summer religious different
## 405 whatever fall tell section show
## 406 receive grow watch today top
## 407 simply it recent president sing
## 408 conference upon chair likely reveal
## 409 direction reduce recently career than
## 410 range important culture with because
## 411 matter personal strong thought way
## 412 loss weight draw push rock
## 413 despite item really back trouble
## 414 film crime nothing consumer blood
## 415 benefit collection card agency certainly
## 416 above thing owner owner know
## 417 still nature include after example
## 418 seven recognize none situation life
## 419 follow here because art rate
## 420 radio least suddenly chair ball
## 421 example player occur true center
## 422 girl sit or per their
## 423 pull recently trip last probably
## 424 character different practice life good
## 425 any great any our detail
## 426 adult tonight late method stand
## 427 if also such cover offer
## 428 offer beat carry often realize
## 429 star increase entire design yet
## 430 usually represent house prove drop
## 431 community budget improve state poor
## 432 including drop weight price exactly
## 433 history sit certain case accept
## 434 large kid against with after
## 435 fast risk hold all water
## 436 fear family science that step
## 437 build appear sing measure discussion
## 438 participant development every history job
## 439 high its weight song firm
## 440 same vote whom yet determine
## 441 item century beautiful while price
## 442 who final people plan young
## 443 agency baby finish there degree
## 444 often really maintain without million
## 445 eight personal history television edge
## 446 culture become study difficult perhaps
## 447 Republican must herself continue especially
## 448 minute everybody peace some language
## 449 measure million serious marriage play
## 450 yard room Republican behind sure
## 451 why often student majority model
## 452 pull sell good language doctor
## 453 own there leader attack base
## 454 read wide when wait drop
## 455 ok successful thank despite simply
## 456 but return want discover population
## 457 everything production design quite network
## 458 fill happen standard send ready
## 459 personal mother point important couple
## 460 dinner radio general thing inside
## 461 remember concern you right house
## 462 wish need figure direction civil
## 463 adult upon marriage because great
## 464 image economic strategy energy itself
## 465 international such none thought Democrat
## 466 threat join usually the term
## 467 worry half knowledge party huge
## 468 population may site father black
## 469 play front different write responsibility
## 470 building tell alone child fund
## 471 difficult trade system green computer
## 472 task nation force tax share
## 473 success agree staff then could
## 474 easy investment PM sound themselves
## 475 employee growth then new newspaper
## 476 senior ball stuff live they
## 477 dark cup who time southern
## 478 make become she animal glass
## 479 blood again focus idea together
## 480 they in west ok parent
## 481 value then story campaign social
## 482 worker bed able take wrong
## 483 form decision everything strategy health
## 484 stuff citizen trouble fine court
## 485 thus determine rather stand hundred
## 486 year wall measure experience election
## 487 about hope southern people control
## 488 cut police meet concern learn
## 489 meeting me another agency local
## 490 dream consumer Congress everything up
## 491 put cut example fight energy
## 492 question series produce serve they
## 493 author office small simply only
## 494 sure others police stay my
## 495 buy dinner us finish two
## 496 about coach without know station
## 497 painting peace question act thing
## 498 list present own wide lawyer
## 499 write serve walk degree television
## 500 student adult themselves sure resultunique(data$Healthcare_Code)## [1] "HC404" "HC101" "HC707" "HC202" "HC303" "HC505" "HC606"group_HC202 <- data %>%
filter(Healthcare_Code == 'HC202')
print(group_HC202)## Name Healthcare_Code Appointment_Date Extra_Col_1 Extra_Col_2
## 1 Grace HC202 2025-08-31 now ok
## 2 Bob HC202 2026-04-24 matter could
## 3 Frank HC202 2025-10-16 economic fine
## 4 Frank HC202 2026-01-18 land go
## 5 Alice HC202 2025-12-31 somebody upon
## 6 Hannah HC202 2026-01-07 agree beyond
## 7 Frank HC202 2026-07-25 act success
## 8 Charlie HC202 2026-01-24 once husband
## 9 Frank HC202 2025-09-10 big window
## 10 Bob HC202 2026-06-28 sort cold
## 11 Grace HC202 2025-11-03 unit raise
## 12 Julia HC202 2026-06-28 money sense
## 13 Julia HC202 2026-06-13 reach media
## 14 Grace HC202 2025-11-21 ten system
## 15 Isaac HC202 2026-02-13 accept chance
## 16 Alice HC202 2025-09-29 firm research
## 17 Frank HC202 2026-07-06 start hope
## 18 Grace HC202 2026-07-14 thought ahead
## 19 Isaac HC202 2026-03-16 though benefit
## 20 David HC202 2026-03-11 process white
## 21 Isaac HC202 2026-03-12 bring two
## 22 Bob HC202 2026-01-09 painting rich
## 23 Bob HC202 2025-08-03 teach happen
## 24 Eva HC202 2025-10-17 section several
## 25 Isaac HC202 2026-04-12 collection development
## 26 Grace HC202 2025-08-05 arrive in
## 27 Charlie HC202 2026-07-06 cut the
## 28 Isaac HC202 2025-10-21 both science
## 29 Alice HC202 2026-05-29 fact this
## 30 Frank HC202 2025-11-27 recently identify
## 31 Hannah HC202 2026-06-19 ball own
## 32 Alice HC202 2025-12-10 especially throw
## 33 Grace HC202 2026-01-12 imagine mind
## 34 Julia HC202 2026-02-15 economy technology
## 35 Frank HC202 2026-02-02 education wrong
## 36 Bob HC202 2026-01-07 at discover
## 37 Grace HC202 2025-08-03 report practice
## 38 Isaac HC202 2026-02-09 director accept
## 39 Charlie HC202 2026-05-17 also manager
## 40 Isaac HC202 2026-04-11 discover measure
## 41 Grace HC202 2025-09-04 down radio
## 42 David HC202 2026-05-26 poor other
## 43 Hannah HC202 2026-05-23 available amount
## 44 David HC202 2025-09-23 million practice
## 45 Charlie HC202 2025-09-08 explain individual
## 46 Isaac HC202 2026-05-18 pick fact
## 47 Grace HC202 2026-01-31 director break
## 48 Bob HC202 2026-02-10 hundred painting
## 49 Frank HC202 2025-08-06 executive account
## 50 Grace HC202 2026-04-08 network loss
## 51 Alice HC202 2026-05-04 threat quality
## 52 Charlie HC202 2026-03-09 beyond hear
## 53 Julia HC202 2025-09-26 suffer interesting
## 54 Isaac HC202 2026-01-24 role religious
## 55 Isaac HC202 2025-11-06 recognize deep
## 56 Hannah HC202 2026-03-04 trial inside
## 57 Frank HC202 2026-02-19 hotel court
## 58 Julia HC202 2025-09-15 impact never
## 59 David HC202 2025-10-09 chance level
## 60 Isaac HC202 2026-06-05 suffer reality
## 61 Grace HC202 2025-10-25 less indeed
## 62 Isaac HC202 2025-08-20 tax seat
## 63 David HC202 2026-01-15 eight store
## 64 Eva HC202 2026-04-12 admit moment
## 65 Isaac HC202 2025-12-29 woman point
## 66 Isaac HC202 2026-06-10 piece explain
## 67 Julia HC202 2025-11-09 cup follow
## 68 Charlie HC202 2025-08-13 expert oil
## 69 David HC202 2026-03-24 board effect
## 70 Grace HC202 2026-06-27 training purpose
## 71 Charlie HC202 2026-06-15 claim pay
## 72 Bob HC202 2025-08-04 forward only
## 73 Julia HC202 2026-05-01 board realize
## 74 Charlie HC202 2026-05-28 mouth as
## Extra_Col_3 Extra_Col_4 Extra_Col_5 Extra_Col_6 Extra_Col_7
## 1 cost draw much consumer on
## 2 out quite claim dinner yeah
## 3 strategy state plant friend like
## 4 maybe former model whose character
## 5 yes audience return amount fact
## 6 year state society PM need
## 7 manager short plant determine possible
## 8 option rich large stop section
## 9 concern fine official child agent
## 10 tough value region answer always
## 11 exactly ahead first executive various
## 12 carry bag only develop reach
## 13 modern whole painting city time
## 14 always actually back almost tree
## 15 morning wait less federal customer
## 16 through pass responsibility those fund
## 17 your guess newspaper too serious
## 18 establish investment reduce provide media
## 19 debate let country never message
## 20 place reach vote new mother
## 21 or name his still green
## 22 live task professional computer game
## 23 his possible state church like
## 24 return member figure want reach
## 25 hot sure last truth employee
## 26 when choose expert model get
## 27 stop fear glass question truth
## 28 star any move option ago
## 29 dinner get wonder miss president
## 30 high top off five lay
## 31 family mention without easy your
## 32 decide kind not four yeah
## 33 responsibility cause series west safe
## 34 player nothing development reveal their
## 35 free world protect all how
## 36 visit believe happy middle world
## 37 network fall all herself account
## 38 action security president them interview
## 39 book he explain move majority
## 40 certainly remember produce protect our
## 41 product smile live role lawyer
## 42 base month manager agent not
## 43 of wait name relationship indicate
## 44 name space professional us government
## 45 option and care main growth
## 46 century bar ahead child line
## 47 pull option beyond reach who
## 48 middle military effort necessary art
## 49 always win draw hard stop
## 50 artist recently relate fly foot
## 51 first power resource health staff
## 52 across manage discuss there nothing
## 53 effort too size recent little
## 54 page style message employee chair
## 55 scientist sport find then couple
## 56 least art south face their
## 57 book specific table city candidate
## 58 almost man north control become
## 59 theory else create water year
## 60 operation field community teacher ok
## 61 laugh somebody his place ever
## 62 world next back know region
## 63 enjoy north realize best financial
## 64 executive property skin learn east
## 65 child population sell my face
## 66 Republican success maintain upon about
## 67 majority state someone leg color
## 68 recent listen sign explain glass
## 69 way moment action recently expect
## 70 structure suddenly along lay list
## 71 woman exactly ask room local
## 72 surface teacher view high threat
## 73 or weight lay figure piece
## 74 baby increase information media record
## Extra_Col_8 Extra_Col_9 Extra_Col_10 Extra_Col_11 Extra_Col_12
## 1 man him woman stay board
## 2 expert recognize any address without
## 3 before begin office choose food
## 4 thus authority happy without look
## 5 wide modern short news successful
## 6 risk determine area say another
## 7 total of than likely safe
## 8 word crime rate think thing
## 9 himself great change develop budget
## 10 administration price help consider child
## 11 recognize add democratic such customer
## 12 food run policy space sign
## 13 think run house claim life
## 14 culture method guess environment let
## 15 them pay ago line describe
## 16 next project husband total finally
## 17 color region project see couple
## 18 no special red international surface
## 19 clear since interest stage need
## 20 book think bag watch personal
## 21 fall study very prevent environment
## 22 size within possible play dinner
## 23 because certainly campaign investment address
## 24 want address itself modern hotel
## 25 bank alone involve morning mention
## 26 worry firm either bar anyone
## 27 question place need son at
## 28 building modern indicate wife then
## 29 oil meeting those perform suddenly
## 30 on mention Democrat free important
## 31 anything number movie live democratic
## 32 mention effect recently the difference
## 33 former measure door standard born
## 34 fire fine make direction real
## 35 if behind follow ask difficult
## 36 treat career too body generation
## 37 without owner movie commercial avoid
## 38 positive would green involve through
## 39 onto white church common hold
## 40 wish per man nothing true
## 41 make send baby condition just
## 42 executive executive edge author Republican
## 43 also until game recently do
## 44 home agree campaign standard machine
## 45 teach close full degree site
## 46 actually black talk including their
## 47 play create a nor see
## 48 allow music few interest weight
## 49 source store argue seem morning
## 50 market recent special situation turn
## 51 agent citizen company responsibility gun
## 52 newspaper bad option show during
## 53 apply their four plan yard
## 54 particularly point adult figure reduce
## 55 other focus sometimes owner TV
## 56 data employee bill old improve
## 57 various forget fight director cultural
## 58 national vote worker pull wife
## 59 current five look affect near
## 60 institution discuss throughout present product
## 61 measure task film performance still
## 62 hard fear specific part kitchen
## 63 evening hospital vote compare measure
## 64 report be agree scientist simply
## 65 edge thus we her development
## 66 save story possible experience energy
## 67 citizen life case south enter
## 68 decision white nor option first
## 69 sister marriage near campaign life
## 70 huge writer all during across
## 71 good soldier hope past media
## 72 establish improve western sell back
## 73 also close cover have goal
## 74 even bad service someone parent
## Extra_Col_13 Extra_Col_14 Extra_Col_15 Extra_Col_16 Extra_Col_17
## 1 commercial guy drive nice believe
## 2 design morning across rather great
## 3 until onto up you we
## 4 impact star never account imagine
## 5 evidence shake nice south hot
## 6 Congress management water no Mrs
## 7 affect catch speech question think
## 8 game raise happen team no
## 9 today speak actually what degree
## 10 include such those song for
## 11 help today maybe employee finish
## 12 push political instead standard share
## 13 at seat yet end probably
## 14 child month response determine born
## 15 rich though building around take
## 16 somebody expect market actually pull
## 17 top court measure grow agency
## 18 evidence TV interesting piece visit
## 19 resource traditional whose strategy standard
## 20 budget say have actually board
## 21 strategy north music not wonder
## 22 history call guess arrive challenge
## 23 how common hour tree including
## 24 make card heavy quite room
## 25 as seem check find Republican
## 26 produce indicate everybody responsibility research
## 27 just a be live paper
## 28 water then film detail although
## 29 name Congress own board deep
## 30 pay strategy hold fire stock
## 31 sign not far brother garden
## 32 mouth tend upon evidence us
## 33 drug action grow much public
## 34 never detail soldier up agree
## 35 hundred seat attention step learn
## 36 through seven center sure sea
## 37 four bag country save son
## 38 direction size be degree adult
## 39 owner pick newspaper black step
## 40 table none its PM growth
## 41 trial possible four pay occur
## 42 maybe when like anything individual
## 43 appear watch care individual technology
## 44 country too form maintain leave
## 45 four nor story instead serve
## 46 order approach many trip face
## 47 subject could himself class his
## 48 few condition who sometimes explain
## 49 everyone security third might character
## 50 positive everybody sing about election
## 51 billion home soldier well finally
## 52 same old week authority marriage
## 53 management land cause situation only
## 54 seven recognize none situation life
## 55 radio least suddenly chair ball
## 56 adult tonight late method stand
## 57 fast risk hold all water
## 58 participant development every history job
## 59 item century beautiful while price
## 60 agency baby finish there degree
## 61 eight personal history television edge
## 62 pull sell good language doctor
## 63 own there leader attack base
## 64 ok successful thank despite simply
## 65 everything production design quite network
## 66 personal mother point important couple
## 67 remember concern you right house
## 68 building tell alone child fund
## 69 senior ball stuff live they
## 70 dream consumer Congress everything up
## 71 author office small simply only
## 72 sure others police stay my
## 73 about coach without know station
## 74 list present own wide lawyergroup_HC505 <- data %>%
filter(Healthcare_Code == 'HC505')
group_HC303 <- data %>%
filter(Healthcare_Code == 'HC303')
group_HC404 <- data %>%
filter(Healthcare_Code == 'HC404')
group_HC606 <- data %>%
filter(Healthcare_Code == 'HC606')
group_HC707 <- data %>%
filter(Healthcare_Code == 'HC707')
group_HC101 <- data %>%
filter(Healthcare_Code == 'HC101')filterd_group_HC202 <- group_HC202 %>%
select(Name, Healthcare_Code, Appointment_Date) %>%
rename(code = Healthcare_Code, date = Appointment_Date) %>%
filter(!is.na(code) & code != "")
filterd_group_HC202$date <- as.Date(filterd_group_HC202$date, format = "%Y-%m-%d")
filterd_group_HC202 <- filterd_group_HC202 %>%
mutate(
Month = floor_date(date, unit = "month")
)
today <- Sys.Date()
end_date <- ceiling_date(today, unit = "month") + months(4)
filterd_group_HC202 <- filterd_group_HC202 %>%
filter(Month >= floor_date(today, unit = "month") & Month <= end_date)
monthly_counts <- filterd_group_HC202 %>%
group_by(Name, Month) %>%
summarise(code_count = n_distinct(code), .groups = "drop") %>%
mutate(
name_index = as.numeric(factor(Name)),
Month_index = as.numeric(factor(Month)),
name_label = factor(Name),
Month_label = factor(Month)
)
all_combinations <- expand.grid(
name_index = unique(monthly_counts$name_index),
Month_index = unique(monthly_counts$Month_index)
)
name_levels <- levels(monthly_counts$name_label)
month_levels <- levels(monthly_counts$Month_label)
all_combinations <- expand.grid(
name_index = seq_along(name_levels),
Month_index = seq_along(month_levels)
)
monthly_counts_complete <- all_combinations %>%
left_join(monthly_counts, by = c("name_index", "Month_index")) %>%
mutate(
code_count = ifelse(is.na(code_count), 0, code_count),
name_label = factor(name_index, labels = name_levels),
Month_label = factor(Month_index, labels = month_levels)
)
unique(monthly_counts_complete$name_index)## [1] 1 2 3 4 5 6 7 8 9 10unique(monthly_counts_complete$Month_index)## [1] 1 2 3 4 5 6interp_results <-with(monthly_counts_complete, akima::interp(
x = name_index,
y = Month_index,
z = code_count,
xo = seq(min(name_index), max(name_index), length = 50),
yo = seq(min(Month_index), max(Month_index), length = 50),
linear = TRUE
))## Warning in akima::interp(x = name_index, y = Month_index, z = code_count, :
## collinear points, trying to add some jitter to avoid colinearities!## Warning in akima::interp(x = name_index, y = Month_index, z = code_count, :
## success: collinearities reduced through jitterz_matrix <- interp_results$z
z_matrix[is.na(z_matrix)] <- 0
z_matrix <- round(pmax(z_matrix, 0))
hover_text <- matrix("", nrow = nrow(z_matrix), ncol = ncol(z_matrix))
for(i in 1:nrow(z_matrix)) {
for(j in 1:ncol(z_matrix)) {
month_index <- round(seq(1, length(month_levels), length.out = nrow(z_matrix)))[i]
qa_index <- round(seq(1, length(name_levels), length.out = ncol(z_matrix)))[j]
hover_text[i, j] <- paste0(
"Month: ", month_levels[month_index], "<br>",
"Name: ", name_levels[qa_index], "<br>",
"Count: ", round(z_matrix[i, j], 15)
)
}
}
fig <- plot_ly(
x = interp_results$x,
y = interp_results$y,
z = interp_results$z,
type = "surface",
colorscale = list(list(0, "blue"), list(15,"red")),
text = hover_text,
hoverinfo = "text",
contour = list(z = list(show = TRUE, usecolormap = TRUE, hightlightcolor = "#ff0000", project = list(z = TRUE)))
) %>%
layout(
title = "3D heatmap",
scene = list(
xaxis = list(title = "Name", tickvals = seq_along(name_levels), ticktext = name_levels),
yaxis = list(title = "Month", tickvals = seq_along(month_levels), ticktext = format(as.Date(month_levels), "%Y-%m")),
zaxis = list(title = "Count")
)
)
fig## Warning: 'surface' objects don't have these attributes: 'contour'
## Valid attributes include:
## '_deprecated', 'autocolorscale', 'cauto', 'cmax', 'cmid', 'cmin', 'coloraxis', 'colorbar', 'colorscale', 'connectgaps', 'contours', 'customdata', 'customdatasrc', 'hidesurface', 'hoverinfo', 'hoverinfosrc', 'hoverlabel', 'hovertemplate', 'hovertemplatesrc', 'hovertext', 'hovertextsrc', 'ids', 'idssrc', 'legendgroup', 'legendgrouptitle', 'legendrank', 'lighting', 'lightposition', 'meta', 'metasrc', 'name', 'opacity', 'opacityscale', 'reversescale', 'scene', 'showlegend', 'showscale', 'stream', 'surfacecolor', 'surfacecolorsrc', 'text', 'textsrc', 'type', 'uid', 'uirevision', 'visible', 'x', 'xcalendar', 'xhoverformat', 'xsrc', 'y', 'ycalendar', 'yhoverformat', 'ysrc', 'z', 'zcalendar', 'zhoverformat', 'zsrc', 'key', 'set', 'frame', 'transforms', '_isNestedKey', '_isSimpleKey', '_isGraticule', '_bbox'